{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 首先我们需要了解目前matplot中多少种风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'seaborn',\n",
       " 'Solarize_Light2',\n",
       " '_classic_test']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x81d16a0>]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAD8CAYAAABzTgP2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x58e5a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(-10,10)\n",
    "y=np.sin(x)\n",
    "plt.plot(x,y,label='test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 直接设置风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x90356d8>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD1CAYAAAC4GPVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8202dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use('bmh')\n",
    "plt.plot(x,y,label='test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 混搭风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x92cd470>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD1CAYAAAC4GPVtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n4vwJBAKBhfwPEo/LcqbuyogAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x901a7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(['bmh','grayscale'])\n",
    "plt.plot(x,y,label='test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# 扭曲风格【一般不用】"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x9343b00>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXsAAAD6CAYAAABApefCAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x92f8e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xkcd()\n",
    "plt.plot(x,y,label='test')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
